JOURNAL ARTICLE

Reservoir Monitoring and Continuous Model Updating Using Ensemble Kalman Filter

Abstract

Abstract The use of ensemble Kalman filter techniques for continuous updating of reservoir model is demonstrated. The ensemble Kalman filter technique is introduced, and thereafter applied on two 2-D reservoir models. One is a synthetic model with two producers and one injector. The other model is a simplified 2-D field model, which is generated by using a horizontal layer from a North Sea field model. By assimilating measured production data, the reservoir model is continuously updated. The updated models give improved forecasts. Both dynamic variables, as pressure and saturations, and static variables as the permeability are updated in the reservoir model.

Keywords:
Kalman filter Ensemble Kalman filter Computer science Permeability (electromagnetism) Extended Kalman filter North sea Filter (signal processing) Oil field Data assimilation Petroleum engineering Engineering Geology Meteorology Artificial intelligence

Metrics

117
Cited By
14.24
FWCI (Field Weighted Citation Impact)
13
Refs
1.00
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Reservoir Engineering and Simulation Methods
Physical Sciences →  Engineering →  Ocean Engineering
Meteorological Phenomena and Simulations
Physical Sciences →  Earth and Planetary Sciences →  Atmospheric Science
Oceanographic and Atmospheric Processes
Physical Sciences →  Earth and Planetary Sciences →  Oceanography

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